Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 194 |
| Missing cells | 330 |
| Missing cells (%) | 13.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 19.8 KiB |
| Average record size in memory | 104.7 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 11 |
Country has a high cardinality: 194 distinct values | High cardinality |
Under15 is highly correlated with Over60 and 8 other fields | High correlation |
Over60 is highly correlated with Under15 and 8 other fields | High correlation |
FertilityRate is highly correlated with Under15 and 8 other fields | High correlation |
LifeExpectancy is highly correlated with Under15 and 8 other fields | High correlation |
ChildMortality is highly correlated with Under15 and 8 other fields | High correlation |
CellularSubscribers is highly correlated with Under15 and 8 other fields | High correlation |
LiteracyRate is highly correlated with Under15 and 8 other fields | High correlation |
GNI is highly correlated with Under15 and 8 other fields | High correlation |
PrimarySchoolEnrollmentMale is highly correlated with Under15 and 8 other fields | High correlation |
PrimarySchoolEnrollmentFemale is highly correlated with Under15 and 8 other fields | High correlation |
Under15 is highly correlated with Over60 and 8 other fields | High correlation |
Over60 is highly correlated with Under15 and 6 other fields | High correlation |
FertilityRate is highly correlated with Under15 and 8 other fields | High correlation |
LifeExpectancy is highly correlated with Under15 and 8 other fields | High correlation |
ChildMortality is highly correlated with Under15 and 8 other fields | High correlation |
CellularSubscribers is highly correlated with Under15 and 7 other fields | High correlation |
LiteracyRate is highly correlated with Under15 and 7 other fields | High correlation |
GNI is highly correlated with Under15 and 5 other fields | High correlation |
PrimarySchoolEnrollmentMale is highly correlated with Under15 and 6 other fields | High correlation |
PrimarySchoolEnrollmentFemale is highly correlated with Under15 and 7 other fields | High correlation |
Under15 is highly correlated with Over60 and 5 other fields | High correlation |
Over60 is highly correlated with Under15 and 5 other fields | High correlation |
FertilityRate is highly correlated with Under15 and 5 other fields | High correlation |
LifeExpectancy is highly correlated with Under15 and 5 other fields | High correlation |
ChildMortality is highly correlated with Under15 and 6 other fields | High correlation |
CellularSubscribers is highly correlated with GNI | High correlation |
LiteracyRate is highly correlated with Under15 and 4 other fields | High correlation |
GNI is highly correlated with Under15 and 7 other fields | High correlation |
PrimarySchoolEnrollmentMale is highly correlated with PrimarySchoolEnrollmentFemale | High correlation |
PrimarySchoolEnrollmentFemale is highly correlated with LifeExpectancy and 3 other fields | High correlation |
Region is highly correlated with Under15 and 8 other fields | High correlation |
Population is highly correlated with PrimarySchoolEnrollmentFemale | High correlation |
Under15 is highly correlated with Region and 7 other fields | High correlation |
Over60 is highly correlated with Region and 6 other fields | High correlation |
FertilityRate is highly correlated with Region and 8 other fields | High correlation |
LifeExpectancy is highly correlated with Region and 9 other fields | High correlation |
ChildMortality is highly correlated with Region and 8 other fields | High correlation |
CellularSubscribers is highly correlated with Region and 7 other fields | High correlation |
LiteracyRate is highly correlated with Region and 6 other fields | High correlation |
GNI is highly correlated with Region and 3 other fields | High correlation |
PrimarySchoolEnrollmentMale is highly correlated with FertilityRate and 5 other fields | High correlation |
PrimarySchoolEnrollmentFemale is highly correlated with Region and 7 other fields | High correlation |
FertilityRate has 11 (5.7%) missing values | Missing |
CellularSubscribers has 10 (5.2%) missing values | Missing |
LiteracyRate has 91 (46.9%) missing values | Missing |
GNI has 32 (16.5%) missing values | Missing |
PrimarySchoolEnrollmentMale has 93 (47.9%) missing values | Missing |
PrimarySchoolEnrollmentFemale has 93 (47.9%) missing values | Missing |
Country is uniformly distributed | Uniform |
Country has unique values | Unique |
Reproduction
| Analysis started | 2022-04-16 19:21:28.027819 |
|---|---|
| Analysis finished | 2022-04-16 19:22:07.227531 |
| Duration | 39.2 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 194 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| Afghanistan | 1 |
|---|---|
| Saint Vincent and the Grenadines | 1 |
| Niger | 1 |
| Nigeria | 1 |
| Niue | 1 |
| Other values (189) |
Length
| Max length | 41 |
|---|---|
| Median length | 7 |
| Mean length | 9.819587629 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 194 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Afghanistan |
|---|---|
| 2nd row | Albania |
| 3rd row | Algeria |
| 4th row | Andorra |
| 5th row | Angola |
Common Values
| Value | Count | Frequency (%) |
| Afghanistan | 1 | 0.5% |
| Saint Vincent and the Grenadines | 1 | 0.5% |
| Niger | 1 | 0.5% |
| Nigeria | 1 | 0.5% |
| Niue | 1 | 0.5% |
| Norway | 1 | 0.5% |
| Oman | 1 | 0.5% |
| Pakistan | 1 | 0.5% |
| Palau | 1 | 0.5% |
| Panama | 1 | 0.5% |
| Other values (184) | 184 |
Length
| Value | Count | Frequency (%) |
| republic | 13 | 4.7% |
| of | 11 | 3.9% |
| and | 6 | 2.2% |
| united | 4 | 1.4% |
| the | 3 | 1.1% |
| democratic | 3 | 1.1% |
| saint | 3 | 1.1% |
| islands | 3 | 1.1% |
| guinea | 3 | 1.1% |
| people's | 2 | 0.7% |
| Other values (221) | 228 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 6 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| Europe | |
|---|---|
| Africa | |
| Americas | |
| Western Pacific | |
| Eastern Mediterranean |
Length
| Max length | 21 |
|---|---|
| Median length | 6 |
| Mean length | 9.824742268 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Eastern Mediterranean |
|---|---|
| 2nd row | Europe |
| 3rd row | Africa |
| 4th row | Europe |
| 5th row | Africa |
Common Values
| Value | Count | Frequency (%) |
| Europe | 53 | |
| Africa | 46 | |
| Americas | 35 | |
| Western Pacific | 27 | |
| Eastern Mediterranean | 22 | |
| South-East Asia | 11 | 5.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| europe | 53 | |
| africa | 46 | |
| americas | 35 | |
| western | 27 | |
| pacific | 27 | |
| eastern | 22 | |
| mediterranean | 22 | |
| south-east | 11 | 4.3% |
| asia | 11 | 4.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 191 |
|---|---|
| Distinct (%) | 98.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36359.97423 |
| Minimum | 1 |
|---|---|
| Maximum | 1390000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 75.9 |
| Q1 | 1695.75 |
| median | 7790 |
| Q3 | 24535.25 |
| 95-th percentile | 123100 |
| Maximum | 1390000 |
| Range | 1389999 |
| Interquartile range (IQR) | 22839.5 |
Descriptive statistics
| Standard deviation | 137903.1412 |
|---|---|
| Coefficient of variation (CV) | 3.792718344 |
| Kurtosis | 77.74529006 |
| Mean | 36359.97423 |
| Median Absolute Deviation (MAD) | 7260.5 |
| Skewness | 8.516265354 |
| Sum | 7053835 |
| Variance | 1.901727636 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 2 | 1.0% |
| 105 | 2 | 1.0% |
| 21 | 2 | 1.0% |
| 29825 | 1 | 0.5% |
| 6687 | 1 | 0.5% |
| 169000 | 1 | 0.5% |
| 1 | 1 | 0.5% |
| 4994 | 1 | 0.5% |
| 3314 | 1 | 0.5% |
| 179000 | 1 | 0.5% |
| Other values (181) | 181 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 10 | 2 | |
| 21 | 2 | |
| 31 | 1 | |
| 38 | 1 | |
| 53 | 1 | |
| 54 | 1 | |
| 72 | 1 | |
| 78 | 1 | |
| 89 | 1 |
| Value | Count | Frequency (%) |
| 1390000 | 1 | |
| 1240000 | 1 | |
| 318000 | 1 | |
| 247000 | 1 | |
| 199000 | 1 | |
| 179000 | 1 | |
| 169000 | 1 | |
| 155000 | 1 | |
| 143000 | 1 | |
| 127000 | 1 |
| Distinct | 179 |
|---|---|
| Distinct (%) | 92.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.73242268 |
| Minimum | 13.12 |
|---|---|
| Maximum | 49.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 13.12 |
|---|---|
| 5-th percentile | 14.5425 |
| Q1 | 18.7175 |
| median | 28.65 |
| Q3 | 37.7525 |
| 95-th percentile | 45.744 |
| Maximum | 49.99 |
| Range | 36.87 |
| Interquartile range (IQR) | 19.035 |
Descriptive statistics
| Standard deviation | 10.53457332 |
|---|---|
| Coefficient of variation (CV) | 0.3666441023 |
| Kurtosis | -1.184848269 |
| Mean | 28.73242268 |
| Median Absolute Deviation (MAD) | 9.68 |
| Skewness | 0.20895134 |
| Sum | 5574.09 |
| Variance | 110.977235 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30.1 | 4 | 2.1% |
| 30.61 | 3 | 1.5% |
| 25.96 | 3 | 1.5% |
| 42.37 | 2 | 1.0% |
| 41.48 | 2 | 1.0% |
| 15.2 | 2 | 1.0% |
| 35.35 | 2 | 1.0% |
| 14.04 | 2 | 1.0% |
| 28.65 | 2 | 1.0% |
| 18.26 | 2 | 1.0% |
| Other values (169) | 170 |
| Value | Count | Frequency (%) |
| 13.12 | 1 | |
| 13.17 | 1 | |
| 13.28 | 1 | |
| 13.53 | 1 | |
| 14.04 | 2 | |
| 14.16 | 1 | |
| 14.18 | 1 | |
| 14.41 | 1 | |
| 14.51 | 1 | |
| 14.56 | 1 |
| Value | Count | Frequency (%) |
| 49.99 | 1 | |
| 48.54 | 1 | |
| 48.52 | 1 | |
| 47.58 | 1 | |
| 47.42 | 1 | |
| 47.35 | 1 | |
| 47.14 | 1 | |
| 46.73 | 1 | |
| 46.33 | 1 | |
| 45.9 | 1 |
| Distinct | 174 |
|---|---|
| Distinct (%) | 89.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.16365979 |
| Minimum | 0.81 |
|---|---|
| Maximum | 31.92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0.81 |
|---|---|
| 5-th percentile | 3.8595 |
| Q1 | 5.2 |
| median | 8.53 |
| Q3 | 16.6875 |
| 95-th percentile | 24.2925 |
| Maximum | 31.92 |
| Range | 31.11 |
| Interquartile range (IQR) | 11.4875 |
Descriptive statistics
| Standard deviation | 7.149330525 |
|---|---|
| Coefficient of variation (CV) | 0.6404109993 |
| Kurtosis | -0.5289511144 |
| Mean | 11.16365979 |
| Median Absolute Deviation (MAD) | 3.795 |
| Skewness | 0.8608790582 |
| Sum | 2165.75 |
| Variance | 51.11292695 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.84 | 4 | 2.1% |
| 12.35 | 3 | 1.5% |
| 9.07 | 3 | 1.5% |
| 19.31 | 2 | 1.0% |
| 26.97 | 2 | 1.0% |
| 3.72 | 2 | 1.0% |
| 23.82 | 2 | 1.0% |
| 18.6 | 2 | 1.0% |
| 5.1 | 2 | 1.0% |
| 3.8 | 2 | 1.0% |
| Other values (164) | 170 |
| Value | Count | Frequency (%) |
| 0.81 | 1 | |
| 1.73 | 1 | |
| 3.38 | 1 | |
| 3.72 | 2 | |
| 3.73 | 1 | |
| 3.8 | 2 | |
| 3.82 | 1 | |
| 3.84 | 1 | |
| 3.87 | 1 | |
| 3.88 | 1 |
| Value | Count | Frequency (%) |
| 31.92 | 1 | |
| 26.97 | 2 | |
| 26.72 | 1 | |
| 26.11 | 1 | |
| 25.9 | 1 | |
| 25.41 | 1 | |
| 25.32 | 1 | |
| 24.69 | 1 | |
| 24.39 | 1 | |
| 24.24 | 1 |
FertilityRate
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 143 |
|---|---|
| Distinct (%) | 78.1% |
| Missing | 11 |
| Missing (%) | 5.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.940655738 |
| Minimum | 1.26 |
|---|---|
| Maximum | 7.58 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 1.26 |
|---|---|
| 5-th percentile | 1.39 |
| Q1 | 1.835 |
| median | 2.4 |
| Q3 | 3.905 |
| 95-th percentile | 5.997 |
| Maximum | 7.58 |
| Range | 6.32 |
| Interquartile range (IQR) | 2.07 |
Descriptive statistics
| Standard deviation | 1.480984454 |
|---|---|
| Coefficient of variation (CV) | 0.5036238805 |
| Kurtosis | -0.01406535381 |
| Mean | 2.940655738 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.9945293518 |
| Sum | 538.14 |
| Variance | 2.193314952 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.51 | 5 | 2.6% |
| 1.47 | 4 | 2.1% |
| 1.84 | 3 | 1.5% |
| 2.38 | 3 | 1.5% |
| 1.39 | 3 | 1.5% |
| 1.37 | 3 | 1.5% |
| 2 | 3 | 1.5% |
| 2.31 | 2 | 1.0% |
| 1.45 | 2 | 1.0% |
| 1.93 | 2 | 1.0% |
| Other values (133) | 153 | |
| (Missing) | 11 | 5.7% |
| Value | Count | Frequency (%) |
| 1.26 | 1 | 0.5% |
| 1.27 | 1 | 0.5% |
| 1.29 | 1 | 0.5% |
| 1.33 | 1 | 0.5% |
| 1.37 | 3 | |
| 1.38 | 1 | 0.5% |
| 1.39 | 3 | |
| 1.4 | 1 | 0.5% |
| 1.43 | 1 | 0.5% |
| 1.44 | 2 |
| Value | Count | Frequency (%) |
| 7.58 | 1 | |
| 6.85 | 1 | |
| 6.77 | 1 | |
| 6.49 | 1 | |
| 6.21 | 1 | |
| 6.15 | 1 | |
| 6.11 | 1 | |
| 6.1 | 1 | |
| 6.06 | 1 | |
| 6.02 | 1 |
LifeExpectancy
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 36 |
|---|---|
| Distinct (%) | 18.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.01030928 |
| Minimum | 47 |
|---|---|
| Maximum | 83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 47 |
|---|---|
| 5-th percentile | 52.3 |
| Q1 | 64 |
| median | 72.5 |
| Q3 | 76 |
| 95-th percentile | 82 |
| Maximum | 83 |
| Range | 36 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 9.259074636 |
|---|---|
| Coefficient of variation (CV) | 0.1322530172 |
| Kurtosis | -0.5041574409 |
| Mean | 70.01030928 |
| Median Absolute Deviation (MAD) | 5.5 |
| Skewness | -0.6720552116 |
| Sum | 13582 |
| Variance | 85.73046312 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 74 | 19 | 9.8% |
| 82 | 13 | 6.7% |
| 75 | 12 | 6.2% |
| 76 | 12 | 6.2% |
| 72 | 10 | 5.2% |
| 81 | 10 | 5.2% |
| 69 | 8 | 4.1% |
| 71 | 7 | 3.6% |
| 77 | 7 | 3.6% |
| 73 | 6 | 3.1% |
| Other values (26) | 90 |
| Value | Count | Frequency (%) |
| 47 | 1 | 0.5% |
| 48 | 1 | 0.5% |
| 49 | 1 | 0.5% |
| 50 | 4 | |
| 51 | 3 | |
| 53 | 4 | |
| 54 | 3 | |
| 55 | 2 | 1.0% |
| 56 | 5 | |
| 57 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 83 | 3 | 1.5% |
| 82 | 13 | |
| 81 | 10 | |
| 80 | 6 | 3.1% |
| 79 | 5 | 2.6% |
| 78 | 4 | 2.1% |
| 77 | 7 | 3.6% |
| 76 | 12 | |
| 75 | 12 | |
| 74 | 19 |
ChildMortality
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 170 |
|---|---|
| Distinct (%) | 87.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.14896907 |
| Minimum | 2.2 |
|---|---|
| Maximum | 181.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 2.2 |
|---|---|
| 5-th percentile | 3.265 |
| Q1 | 8.425 |
| median | 18.6 |
| Q3 | 55.975 |
| 95-th percentile | 109.665 |
| Maximum | 181.6 |
| Range | 179.4 |
| Interquartile range (IQR) | 47.55 |
Descriptive statistics
| Standard deviation | 37.99293531 |
|---|---|
| Coefficient of variation (CV) | 1.051010203 |
| Kurtosis | 1.613925529 |
| Mean | 36.14896907 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 1.459737121 |
| Sum | 7012.9 |
| Variance | 1443.463134 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.8 | 4 | 2.1% |
| 4.1 | 3 | 1.5% |
| 17.6 | 3 | 1.5% |
| 2.9 | 3 | 1.5% |
| 35.2 | 2 | 1.0% |
| 4.8 | 2 | 1.0% |
| 44.6 | 2 | 1.0% |
| 31.1 | 2 | 1.0% |
| 4.2 | 2 | 1.0% |
| 9.6 | 2 | 1.0% |
| Other values (160) | 169 |
| Value | Count | Frequency (%) |
| 2.2 | 1 | 0.5% |
| 2.3 | 1 | 0.5% |
| 2.8 | 1 | 0.5% |
| 2.9 | 3 | |
| 3 | 1 | 0.5% |
| 3.1 | 1 | 0.5% |
| 3.2 | 2 | |
| 3.3 | 1 | 0.5% |
| 3.6 | 2 | |
| 3.7 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 181.6 | 1 | |
| 163.5 | 1 | |
| 149.8 | 1 | |
| 147.4 | 1 | |
| 145.7 | 1 | |
| 129.1 | 1 | |
| 128.6 | 1 | |
| 128 | 1 | |
| 123.7 | 1 | |
| 113.5 | 1 |
CellularSubscribers
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 180 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 10 |
| Missing (%) | 5.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.64152174 |
| Minimum | 2.57 |
|---|---|
| Maximum | 196.41 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 2.57 |
|---|---|
| 5-th percentile | 22.444 |
| Q1 | 63.5675 |
| median | 97.745 |
| Q3 | 120.805 |
| 95-th percentile | 163.1065 |
| Maximum | 196.41 |
| Range | 193.84 |
| Interquartile range (IQR) | 57.2375 |
Descriptive statistics
| Standard deviation | 41.40044713 |
|---|---|
| Coefficient of variation (CV) | 0.4421163429 |
| Kurtosis | -0.3302750912 |
| Mean | 93.64152174 |
| Median Absolute Deviation (MAD) | 27.795 |
| Skewness | -0.02140474598 |
| Sum | 17230.04 |
| Variance | 1713.997023 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 96.39 | 2 | 1.0% |
| 48.38 | 2 | 1.0% |
| 40.65 | 2 | 1.0% |
| 86.06 | 2 | 1.0% |
| 130.97 | 1 | 0.5% |
| 168.97 | 1 | 0.5% |
| 61.61 | 1 | 0.5% |
| 74.94 | 1 | 0.5% |
| 188.6 | 1 | 0.5% |
| 34.22 | 1 | 0.5% |
| Other values (170) | 170 | |
| (Missing) | 10 | 5.2% |
| Value | Count | Frequency (%) |
| 2.57 | 1 | |
| 4.09 | 1 | |
| 4.47 | 1 | |
| 6.85 | 1 | |
| 11.69 | 1 | |
| 13.64 | 1 | |
| 16.67 | 1 | |
| 21.32 | 1 | |
| 21.63 | 1 | |
| 22.33 | 1 |
| Value | Count | Frequency (%) |
| 196.41 | 1 | |
| 191.24 | 1 | |
| 188.6 | 1 | |
| 179.31 | 1 | |
| 178.88 | 1 | |
| 175.09 | 1 | |
| 168.97 | 1 | |
| 166.02 | 1 | |
| 165.72 | 1 | |
| 164.02 | 1 |
LiteracyRate
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 79 |
|---|---|
| Distinct (%) | 76.7% |
| Missing | 91 |
| Missing (%) | 46.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.71067961 |
| Minimum | 31.1 |
|---|---|
| Maximum | 99.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 31.1 |
|---|---|
| 5-th percentile | 50.42 |
| Q1 | 71.6 |
| median | 91.8 |
| Q3 | 97.85 |
| 95-th percentile | 99.7 |
| Maximum | 99.8 |
| Range | 68.7 |
| Interquartile range (IQR) | 26.25 |
Descriptive statistics
| Standard deviation | 17.53064495 |
|---|---|
| Coefficient of variation (CV) | 0.2094194555 |
| Kurtosis | 0.3900443642 |
| Mean | 83.71067961 |
| Median Absolute Deviation (MAD) | 7.3 |
| Skewness | -1.148555414 |
| Sum | 8622.2 |
| Variance | 307.3235123 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 99.7 | 6 | 3.1% |
| 99.6 | 3 | 1.5% |
| 99.8 | 3 | 1.5% |
| 98.8 | 3 | 1.5% |
| 73.2 | 2 | 1.0% |
| 89.2 | 2 | 1.0% |
| 87.4 | 2 | 1.0% |
| 86.6 | 2 | 1.0% |
| 97.7 | 2 | 1.0% |
| 93.9 | 2 | 1.0% |
| Other values (69) | 76 | |
| (Missing) | 91 |
| Value | Count | Frequency (%) |
| 31.1 | 1 | |
| 34.5 | 1 | |
| 41 | 1 | |
| 42.1 | 1 | |
| 42.4 | 1 | |
| 50 | 1 | |
| 54.2 | 1 | |
| 56 | 1 | |
| 56.1 | 1 | |
| 56.2 | 1 |
| Value | Count | Frequency (%) |
| 99.8 | 3 | |
| 99.7 | 6 | |
| 99.6 | 3 | |
| 99.5 | 1 | 0.5% |
| 99.4 | 1 | 0.5% |
| 99 | 2 | 1.0% |
| 98.9 | 1 | 0.5% |
| 98.8 | 3 | |
| 98.5 | 1 | 0.5% |
| 98.4 | 1 | 0.5% |
| Distinct | 157 |
|---|---|
| Distinct (%) | 96.9% |
| Missing | 32 |
| Missing (%) | 16.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13320.92593 |
| Minimum | 340 |
|---|---|
| Maximum | 86440 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 340 |
|---|---|
| 5-th percentile | 951 |
| Q1 | 2335 |
| median | 7870 |
| Q3 | 17557.5 |
| 95-th percentile | 42192.5 |
| Maximum | 86440 |
| Range | 86100 |
| Interquartile range (IQR) | 15222.5 |
Descriptive statistics
| Standard deviation | 15192.98865 |
|---|---|
| Coefficient of variation (CV) | 1.14053548 |
| Kurtosis | 3.993813093 |
| Mean | 13320.92593 |
| Median Absolute Deviation (MAD) | 6205 |
| Skewness | 1.874357239 |
| Sum | 2157990 |
| Variance | 230826904.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1940 | 2 | 1.0% |
| 1040 | 2 | 1.0% |
| 1710 | 2 | 1.0% |
| 5930 | 2 | 1.0% |
| 1110 | 2 | 1.0% |
| 20430 | 1 | 0.5% |
| 2870 | 1 | 0.5% |
| 11080 | 1 | 0.5% |
| 14510 | 1 | 0.5% |
| 2570 | 1 | 0.5% |
| Other values (147) | 147 | |
| (Missing) | 32 | 16.5% |
| Value | Count | Frequency (%) |
| 340 | 1 | |
| 540 | 1 | |
| 580 | 1 | |
| 610 | 1 | |
| 720 | 1 | |
| 810 | 1 | |
| 840 | 1 | |
| 870 | 1 | |
| 950 | 1 | |
| 970 | 1 |
| Value | Count | Frequency (%) |
| 86440 | 1 | |
| 64260 | 1 | |
| 61460 | 1 | |
| 59380 | 1 | |
| 52570 | 1 | |
| 48820 | 1 | |
| 47890 | 1 | |
| 43140 | 1 | |
| 42200 | 1 | |
| 42050 | 1 |
PrimarySchoolEnrollmentMale
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 75 |
|---|---|
| Distinct (%) | 74.3% |
| Missing | 93 |
| Missing (%) | 47.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 90.85049505 |
| Minimum | 37.2 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 37.2 |
|---|---|
| 5-th percentile | 68.2 |
| Q1 | 87.7 |
| median | 94.7 |
| Q3 | 98.1 |
| 95-th percentile | 99.6 |
| Maximum | 100 |
| Range | 62.8 |
| Interquartile range (IQR) | 10.4 |
Descriptive statistics
| Standard deviation | 11.01714685 |
|---|---|
| Coefficient of variation (CV) | 0.1212667784 |
| Kurtosis | 6.182613866 |
| Mean | 90.85049505 |
| Median Absolute Deviation (MAD) | 4.2 |
| Skewness | -2.250329347 |
| Sum | 9175.9 |
| Variance | 121.3775248 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 99.1 | 5 | 2.6% |
| 97.7 | 4 | 2.1% |
| 99.3 | 3 | 1.5% |
| 94.8 | 3 | 1.5% |
| 99.6 | 3 | 1.5% |
| 93.3 | 2 | 1.0% |
| 98.8 | 2 | 1.0% |
| 99.5 | 2 | 1.0% |
| 96.9 | 2 | 1.0% |
| 97.8 | 2 | 1.0% |
| Other values (65) | 73 | |
| (Missing) | 93 |
| Value | Count | Frequency (%) |
| 37.2 | 1 | |
| 56.5 | 1 | |
| 60.1 | 1 | |
| 60.7 | 1 | |
| 64.2 | 1 | |
| 68.2 | 1 | |
| 70.6 | 1 | |
| 72.2 | 1 | |
| 72.8 | 1 | |
| 75.9 | 1 |
| Value | Count | Frequency (%) |
| 100 | 1 | 0.5% |
| 99.8 | 1 | 0.5% |
| 99.7 | 2 | 1.0% |
| 99.6 | 3 | |
| 99.5 | 2 | 1.0% |
| 99.4 | 1 | 0.5% |
| 99.3 | 3 | |
| 99.2 | 1 | 0.5% |
| 99.1 | 5 | |
| 98.9 | 2 | 1.0% |
PrimarySchoolEnrollmentFemale
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 77 |
|---|---|
| Distinct (%) | 76.2% |
| Missing | 93 |
| Missing (%) | 47.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 89.63267327 |
| Minimum | 32.5 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 32.5 |
|---|---|
| 5-th percentile | 60.6 |
| Q1 | 87.3 |
| median | 95.1 |
| Q3 | 97.9 |
| 95-th percentile | 99.7 |
| Maximum | 100 |
| Range | 67.5 |
| Interquartile range (IQR) | 10.6 |
Descriptive statistics
| Standard deviation | 12.81761373 |
|---|---|
| Coefficient of variation (CV) | 0.1430015782 |
| Kurtosis | 4.47694865 |
| Mean | 89.63267327 |
| Median Absolute Deviation (MAD) | 4.1 |
| Skewness | -2.048405524 |
| Sum | 9052.9 |
| Variance | 164.2912218 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 99.2 | 4 | 2.1% |
| 97 | 4 | 2.1% |
| 94.4 | 3 | 1.5% |
| 98.5 | 3 | 1.5% |
| 91.5 | 3 | 1.5% |
| 99.7 | 3 | 1.5% |
| 99.3 | 3 | 1.5% |
| 87.3 | 2 | 1.0% |
| 99.6 | 2 | 1.0% |
| 96.5 | 2 | 1.0% |
| Other values (67) | 72 | |
| (Missing) | 93 |
| Value | Count | Frequency (%) |
| 32.5 | 1 | |
| 52 | 1 | |
| 54.8 | 1 | |
| 55.9 | 1 | |
| 56 | 1 | |
| 60.6 | 1 | |
| 60.8 | 1 | |
| 66.5 | 1 | |
| 70.4 | 1 | |
| 70.5 | 1 |
| Value | Count | Frequency (%) |
| 100 | 1 | 0.5% |
| 99.9 | 1 | 0.5% |
| 99.8 | 1 | 0.5% |
| 99.7 | 3 | |
| 99.6 | 2 | |
| 99.5 | 2 | |
| 99.3 | 3 | |
| 99.2 | 4 | |
| 99 | 1 | 0.5% |
| 98.5 | 3 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Country | Region | Population | Under15 | Over60 | FertilityRate | LifeExpectancy | ChildMortality | CellularSubscribers | LiteracyRate | GNI | PrimarySchoolEnrollmentMale | PrimarySchoolEnrollmentFemale | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | Eastern Mediterranean | 29825 | 47.42 | 3.82 | 5.40 | 60 | 98.5 | 54.26 | NaN | 1140.0 | NaN | NaN |
| 1 | Albania | Europe | 3162 | 21.33 | 14.93 | 1.75 | 74 | 16.7 | 96.39 | NaN | 8820.0 | NaN | NaN |
| 2 | Algeria | Africa | 38482 | 27.42 | 7.17 | 2.83 | 73 | 20.0 | 98.99 | NaN | 8310.0 | 98.2 | 96.4 |
| 3 | Andorra | Europe | 78 | 15.20 | 22.86 | NaN | 82 | 3.2 | 75.49 | NaN | NaN | 78.4 | 79.4 |
| 4 | Angola | Africa | 20821 | 47.58 | 3.84 | 6.10 | 51 | 163.5 | 48.38 | 70.1 | 5230.0 | 93.1 | 78.2 |
| 5 | Antigua and Barbuda | Americas | 89 | 25.96 | 12.35 | 2.12 | 75 | 9.9 | 196.41 | 99.0 | 17900.0 | 91.1 | 84.5 |
| 6 | Argentina | Americas | 41087 | 24.42 | 14.97 | 2.20 | 76 | 14.2 | 134.92 | 97.8 | 17130.0 | NaN | NaN |
| 7 | Armenia | Europe | 2969 | 20.34 | 14.06 | 1.74 | 71 | 16.4 | 103.57 | 99.6 | 6100.0 | NaN | NaN |
| 8 | Australia | Western Pacific | 23050 | 18.95 | 19.46 | 1.89 | 82 | 4.9 | 108.34 | NaN | 38110.0 | 96.9 | 97.5 |
| 9 | Austria | Europe | 8464 | 14.51 | 23.52 | 1.44 | 81 | 4.0 | 154.78 | NaN | 42050.0 | NaN | NaN |
Last rows
| Country | Region | Population | Under15 | Over60 | FertilityRate | LifeExpectancy | ChildMortality | CellularSubscribers | LiteracyRate | GNI | PrimarySchoolEnrollmentMale | PrimarySchoolEnrollmentFemale | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 184 | United Republic of Tanzania | Africa | 47783 | 44.85 | 4.89 | 5.36 | 59 | 54.0 | 55.53 | 73.2 | 1500.0 | NaN | NaN |
| 185 | United States of America | Americas | 318000 | 19.63 | 19.31 | 2.00 | 79 | 7.1 | 92.72 | NaN | 48820.0 | 95.4 | 96.1 |
| 186 | Uruguay | Americas | 3395 | 22.05 | 18.59 | 2.07 | 77 | 7.2 | 140.75 | 98.1 | 14640.0 | NaN | NaN |
| 187 | Uzbekistan | Europe | 28541 | 28.90 | 6.38 | 2.38 | 68 | 39.6 | 91.65 | 99.4 | 3420.0 | 93.3 | 91.0 |
| 188 | Vanuatu | Western Pacific | 247 | 37.37 | 6.02 | 3.46 | 72 | 17.9 | 55.76 | 82.6 | 4330.0 | NaN | NaN |
| 189 | Venezuela (Bolivarian Republic of) | Americas | 29955 | 28.84 | 9.17 | 2.44 | 75 | 15.3 | 97.78 | NaN | 12430.0 | 94.7 | 95.1 |
| 190 | Viet Nam | Western Pacific | 90796 | 22.87 | 9.32 | 1.79 | 75 | 23.0 | 143.39 | 93.2 | 3250.0 | NaN | NaN |
| 191 | Yemen | Eastern Mediterranean | 23852 | 40.72 | 4.54 | 4.35 | 64 | 60.0 | 47.05 | 63.9 | 2170.0 | 85.5 | 70.5 |
| 192 | Zambia | Africa | 14075 | 46.73 | 3.95 | 5.77 | 55 | 88.5 | 60.59 | 71.2 | 1490.0 | 91.4 | 93.9 |
| 193 | Zimbabwe | Africa | 13724 | 40.24 | 5.68 | 3.64 | 54 | 89.8 | 72.13 | 92.2 | NaN | NaN | NaN |